Text classification methodologies applied to micro-text in military chat

8th International Conference on Machine Learning and Applications, ICMLA 2009

Volumn , Issue , 2009, Pages 710-714

  Dela Rosa, Kevin ^a   Ellen, Jeffrey ^b  

^a Carnegie Mellon University   (United States)

^b Department of the Navy   (United States)

Author keywords

Chat; k nearest neighbor; Microtext; Na ve Bayes; Natural language processing; Rocchio; Support vector machines; Text classification

Indexed keywords

K-NEAREST NEIGHBORS; MICROTEXT; NATURAL LANGUAGE PROCESSING; ROCCHIO; TEXT CLASSIFICATION;

COMPUTATIONAL LINGUISTICS; FEATURE EXTRACTION; LEARNING ALGORITHMS; NATURAL LANGUAGE PROCESSING SYSTEMS; SUPPORT VECTOR MACHINES;

TEXT PROCESSING;

EID: 77950856683     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMLA.2009.49     Document Type: Conference Paper

References (9)

1. E. Medina, "Military Textual Analysis and Chat Research", IEEE-ICSC 2008 Proceedings, Santa Clara CA, August 4-7 2008.
2. Eric N. Forsyth and Craig H. Martell, "Lexical and Discourse Analysis of Online Chat Dialog", Proceedings of the First IEEE International Conference on Semantic Computing (ICSC 2007), pp. 19-26, September 2007.
3. E. Loper and S. Bird, "NLTK: The natural language toolkit", 2002. [Online]. Available: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10. 1.1.4.585
4. G. Salton, Automatic text processing: the transformation, analysis, and retrieval of information by computer. Boston, MA, USA: Addison-Wesley Longman Publishing Co., Inc., 1989
5. Y. Yang and J. O. Pedersen, "A comparative study on feature selection in text categorization," in ICML '97: Proceedings of the Fourteenth International Conference on Machine Learning. San Francisco, CA, USA: Morgan Kaufmann Publishers Inc., 1997, pp. 412-420.
6. M. Rogati and Y. Yang, "High-performing feature selection for text classification," in CIKM '02: Proceedings of the eleventh international conference on Information and knowledge management. New York, NY, USA: ACM Press, 2002, pp. 659-661.
7. Manning, C.D., P. Raghavan, and H. Schutze, Introduction to Information Retrieval, Cambridge University Press, July 2008.
8. T. Joachims, "Making large-scale support vector machine learning practical", Advances in kernel methods: support vector learning, pp 169-184.
9. "Evaluation of Text Categorization Systems," April 2007. [Online]. Available: http://cs.ubbcluj.ro/~zbodo/docs/Writings/eval.pdf